Matches in SemOpenAlex for { <https://semopenalex.org/work/W3168451273> ?p ?o ?g. }
Showing items 1 to 85 of
85
with 100 items per page.
- W3168451273 abstract "The use of Machine Learning has become a significant part of malware detection efforts due to the influx of new malware, an ever changing threat landscape, and the ability of Machine Learning methods to discover meaningful distinctions between malicious and benign software. Antivirus vendors have also begun to widely utilize malware classifiers based on dynamic and static malware analysis features. Therefore, a malware author might make evasive binary modifications against Machine Learning models as part of the malware development life cycle to execute an attack successfully. This makes the studying of possible classifier evasion strategies an essential part of cyber defense against malice. To this extent, we stage a grey box setup to analyze a scenario where the malware author does not know the target classifier algorithm, and does not have access to decisions made by the classifier, but knows the features used in training. In this experiment, a malicious actor trains a surrogate model using the EMBER-2018 dataset to discover binary mutations that cause an instance to be misclassified via a Monte Carlo tree search. Then, mutated malware is sent to the victim model that takes the place of an antivirus API to test whether it can evade detection." @default.
- W3168451273 created "2021-06-22" @default.
- W3168451273 creator A5011706411 @default.
- W3168451273 creator A5019767181 @default.
- W3168451273 creator A5025012064 @default.
- W3168451273 creator A5032520596 @default.
- W3168451273 creator A5066261993 @default.
- W3168451273 creator A5068036546 @default.
- W3168451273 date "2021-06-15" @default.
- W3168451273 modified "2023-09-27" @default.
- W3168451273 title "Evading Malware Classifiers via Monte Carlo Mutant Feature Discovery." @default.
- W3168451273 cites W1625390266 @default.
- W3168451273 cites W1665214252 @default.
- W3168451273 cites W2101234009 @default.
- W3168451273 cites W2603766943 @default.
- W3168451273 cites W2620038827 @default.
- W3168451273 cites W2784452215 @default.
- W3168451273 cites W2785844809 @default.
- W3168451273 cites W2792991556 @default.
- W3168451273 cites W2798159728 @default.
- W3168451273 cites W2899675781 @default.
- W3168451273 cites W2902907165 @default.
- W3168451273 cites W2963106521 @default.
- W3168451273 cites W2963165251 @default.
- W3168451273 cites W2964121744 @default.
- W3168451273 cites W2964262883 @default.
- W3168451273 cites W2973628901 @default.
- W3168451273 cites W3007665694 @default.
- W3168451273 cites W3009299257 @default.
- W3168451273 cites W3175941285 @default.
- W3168451273 hasPublicationYear "2021" @default.
- W3168451273 type Work @default.
- W3168451273 sameAs 3168451273 @default.
- W3168451273 citedByCount "1" @default.
- W3168451273 countsByYear W31684512732021 @default.
- W3168451273 crossrefType "posted-content" @default.
- W3168451273 hasAuthorship W3168451273A5011706411 @default.
- W3168451273 hasAuthorship W3168451273A5019767181 @default.
- W3168451273 hasAuthorship W3168451273A5025012064 @default.
- W3168451273 hasAuthorship W3168451273A5032520596 @default.
- W3168451273 hasAuthorship W3168451273A5066261993 @default.
- W3168451273 hasAuthorship W3168451273A5068036546 @default.
- W3168451273 hasConcept C119857082 @default.
- W3168451273 hasConcept C154945302 @default.
- W3168451273 hasConcept C2779395397 @default.
- W3168451273 hasConcept C38652104 @default.
- W3168451273 hasConcept C41008148 @default.
- W3168451273 hasConcept C541664917 @default.
- W3168451273 hasConcept C84525096 @default.
- W3168451273 hasConcept C95623464 @default.
- W3168451273 hasConceptScore W3168451273C119857082 @default.
- W3168451273 hasConceptScore W3168451273C154945302 @default.
- W3168451273 hasConceptScore W3168451273C2779395397 @default.
- W3168451273 hasConceptScore W3168451273C38652104 @default.
- W3168451273 hasConceptScore W3168451273C41008148 @default.
- W3168451273 hasConceptScore W3168451273C541664917 @default.
- W3168451273 hasConceptScore W3168451273C84525096 @default.
- W3168451273 hasConceptScore W3168451273C95623464 @default.
- W3168451273 hasLocation W31684512731 @default.
- W3168451273 hasOpenAccess W3168451273 @default.
- W3168451273 hasPrimaryLocation W31684512731 @default.
- W3168451273 hasRelatedWork W183693092 @default.
- W3168451273 hasRelatedWork W2018367337 @default.
- W3168451273 hasRelatedWork W2637689692 @default.
- W3168451273 hasRelatedWork W2775261393 @default.
- W3168451273 hasRelatedWork W2784727992 @default.
- W3168451273 hasRelatedWork W2887189872 @default.
- W3168451273 hasRelatedWork W2905218235 @default.
- W3168451273 hasRelatedWork W2943796454 @default.
- W3168451273 hasRelatedWork W2993762743 @default.
- W3168451273 hasRelatedWork W3000318628 @default.
- W3168451273 hasRelatedWork W3006837754 @default.
- W3168451273 hasRelatedWork W3010654368 @default.
- W3168451273 hasRelatedWork W3097139400 @default.
- W3168451273 hasRelatedWork W3108293661 @default.
- W3168451273 hasRelatedWork W3134667104 @default.
- W3168451273 hasRelatedWork W3139434622 @default.
- W3168451273 hasRelatedWork W3199703676 @default.
- W3168451273 hasRelatedWork W3200947739 @default.
- W3168451273 hasRelatedWork W3204090301 @default.
- W3168451273 hasRelatedWork W2874542333 @default.
- W3168451273 isParatext "false" @default.
- W3168451273 isRetracted "false" @default.
- W3168451273 magId "3168451273" @default.
- W3168451273 workType "article" @default.